The Bellman-Ford algorithm is used to find the shortest paths from a single source vertex to all other vertices in a graph that may contain negative edge weights. It iterates through all edges |V|-1 times to detect and handle negative cycles, running in O(|V||E|) time. The algorithm initializes distances and predecessors, then repeatedly relaxes edges to update distance values until it converges on the shortest paths or finds a negative cycle.